Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 2938 |
| Missing cells | 2563 |
| Missing cells (%) | 4.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 505.1 KiB |
| Average record size in memory | 176.0 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 20 |
Cty has a high cardinality: 193 distinct values | High cardinality |
L_Expec is highly overall correlated with Dev and 12 other fields | High correlation |
A_Mort is highly overall correlated with L_Expec and 6 other fields | High correlation |
Inf_D is highly overall correlated with Mes and 4 other fields | High correlation |
Alc is highly overall correlated with Dev and 5 other fields | High correlation |
Per_Expen is highly overall correlated with Dev and 3 other fields | High correlation |
HepB is highly overall correlated with Polio and 1 other fields | High correlation |
Mes is highly overall correlated with Inf_D and 1 other fields | High correlation |
BMI is highly overall correlated with Dev and 9 other fields | High correlation |
lt5y_D is highly overall correlated with Inf_D and 4 other fields | High correlation |
Polio is highly overall correlated with L_Expec and 5 other fields | High correlation |
Dipt is highly overall correlated with L_Expec and 6 other fields | High correlation |
HIV is highly overall correlated with L_Expec and 1 other fields | High correlation |
GDP is highly overall correlated with Per_Expen and 1 other fields | High correlation |
Th_1-19y is highly overall correlated with Dev and 9 other fields | High correlation |
Th_5-9y is highly overall correlated with L_Expec and 6 other fields | High correlation |
Income is highly overall correlated with Dev and 10 other fields | High correlation |
Ed is highly overall correlated with Dev and 11 other fields | High correlation |
Dev is highly overall correlated with L_Expec and 7 other fields | High correlation |
Pop is highly overall correlated with Inf_D and 2 other fields | High correlation |
T_Expen is highly overall correlated with Dev and 5 other fields | High correlation |
Alc has 194 (6.6%) missing values | Missing |
HepB has 553 (18.8%) missing values | Missing |
BMI has 34 (1.2%) missing values | Missing |
T_Expen has 226 (7.7%) missing values | Missing |
GDP has 448 (15.2%) missing values | Missing |
Pop has 652 (22.2%) missing values | Missing |
Th_1-19y has 34 (1.2%) missing values | Missing |
Th_5-9y has 34 (1.2%) missing values | Missing |
Income has 167 (5.7%) missing values | Missing |
Ed has 163 (5.5%) missing values | Missing |
Inf_D has 848 (28.9%) zeros | Zeros |
Per_Expen has 611 (20.8%) zeros | Zeros |
Mes has 983 (33.5%) zeros | Zeros |
lt5y_D has 785 (26.7%) zeros | Zeros |
Income has 130 (4.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-07 20:03:28.855816 |
|---|---|
| Analysis finished | 2023-01-07 20:04:08.220519 |
| Duration | 39.36 seconds |
| Software version | pandas-profiling vdev |
| Download configuration | config.json |
Cty
Categorical
| Distinct | 193 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| Afghanistan | 16 |
|---|---|
| Peru | 16 |
| Nicaragua | 16 |
| Niger | 16 |
| Nigeria | 16 |
| Other values (188) |
Length
| Max length | 52 |
|---|---|
| Median length | 34 |
| Mean length | 10.041184 |
| Min length | 4 |
Characters and Unicode
| Total characters | 29501 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 10 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Afghanistan |
| 3rd row | Afghanistan |
| 4th row | Afghanistan |
| 5th row | Afghanistan |
Common Values
| Value | Count | Frequency (%) |
| Afghanistan | 16 | 0.5% |
| Peru | 16 | 0.5% |
| Nicaragua | 16 | 0.5% |
| Niger | 16 | 0.5% |
| Nigeria | 16 | 0.5% |
| Norway | 16 | 0.5% |
| Oman | 16 | 0.5% |
| Pakistan | 16 | 0.5% |
| Panama | 16 | 0.5% |
| Papua New Guinea | 16 | 0.5% |
| Other values (183) | 2778 |
Length
| Value | Count | Frequency (%) |
| republic | 192 | 4.5% |
| of | 192 | 4.5% |
| and | 97 | 2.3% |
| united | 64 | 1.5% |
| democratic | 48 | 1.1% |
| the | 48 | 1.1% |
| guinea | 48 | 1.1% |
| saint | 33 | 0.8% |
| ireland | 32 | 0.7% |
| congo | 32 | 0.7% |
| Other values (223) | 3502 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4190 | 14.2% |
| i | 2535 | 8.6% |
| e | 2178 | 7.4% |
| n | 2104 | 7.1% |
| o | 1638 | 5.6% |
| r | 1635 | 5.5% |
| 1350 | 4.6% | |
| u | 1126 | 3.8% |
| l | 1110 | 3.8% |
| t | 1107 | 3.8% |
| Other values (46) | 10528 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 23976 | |
| Uppercase Letter | 3967 | 13.4% |
| Space Separator | 1350 | 4.6% |
| Open Punctuation | 64 | 0.2% |
| Close Punctuation | 64 | 0.2% |
| Other Punctuation | 48 | 0.2% |
| Dash Punctuation | 32 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 4190 | |
| i | 2535 | |
| e | 2178 | 9.1% |
| n | 2104 | 8.8% |
| o | 1638 | 6.8% |
| r | 1635 | 6.8% |
| u | 1126 | 4.7% |
| l | 1110 | 4.6% |
| t | 1107 | 4.6% |
| d | 867 | 3.6% |
| Other values (17) | 5486 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 466 | 11.7% |
| B | 336 | 8.5% |
| C | 289 | 7.3% |
| M | 275 | 6.9% |
| A | 256 | 6.5% |
| G | 240 | 6.0% |
| R | 240 | 6.0% |
| T | 209 | 5.3% |
| I | 194 | 4.9% |
| P | 193 | 4.9% |
| Other values (14) | 1269 |
Space Separator
| Value | Count | Frequency (%) |
| 1350 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 64 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 64 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 48 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 32 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 27943 | |
| Common | 1558 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 4190 | |
| i | 2535 | 9.1% |
| e | 2178 | 7.8% |
| n | 2104 | 7.5% |
| o | 1638 | 5.9% |
| r | 1635 | 5.9% |
| u | 1126 | 4.0% |
| l | 1110 | 4.0% |
| t | 1107 | 4.0% |
| d | 867 | 3.1% |
| Other values (41) | 9453 |
Common
| Value | Count | Frequency (%) |
| 1350 | ||
| ( | 64 | 4.1% |
| ) | 64 | 4.1% |
| ' | 48 | 3.1% |
| - | 32 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29485 | |
| None | 16 | 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 4190 | 14.2% |
| i | 2535 | 8.6% |
| e | 2178 | 7.4% |
| n | 2104 | 7.1% |
| o | 1638 | 5.6% |
| r | 1635 | 5.5% |
| 1350 | 4.6% | |
| u | 1126 | 3.8% |
| l | 1110 | 3.8% |
| t | 1107 | 3.8% |
| Other values (45) | 10512 |
None
| Value | Count | Frequency (%) |
| ô | 16 |
Yr
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.5187 |
| Minimum | 2000 |
|---|---|
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 2004 |
| median | 2008 |
| Q3 | 2012 |
| 95-th percentile | 2015 |
| Maximum | 2015 |
| Range | 15 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.6138409 |
|---|---|
| Coefficient of variation (CV) | 0.0022982804 |
| Kurtosis | -1.2137217 |
| Mean | 2007.5187 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.0064090274 |
| Sum | 5898090 |
| Variance | 21.287528 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2013 | 193 | 6.6% |
| 2015 | 183 | 6.2% |
| 2014 | 183 | 6.2% |
| 2012 | 183 | 6.2% |
| 2011 | 183 | 6.2% |
| 2010 | 183 | 6.2% |
| 2009 | 183 | 6.2% |
| 2008 | 183 | 6.2% |
| 2007 | 183 | 6.2% |
| 2006 | 183 | 6.2% |
| Other values (6) | 1098 |
| Value | Count | Frequency (%) |
| 2000 | 183 | |
| 2001 | 183 | |
| 2002 | 183 | |
| 2003 | 183 | |
| 2004 | 183 | |
| 2005 | 183 | |
| 2006 | 183 | |
| 2007 | 183 | |
| 2008 | 183 | |
| 2009 | 183 |
| Value | Count | Frequency (%) |
| 2015 | 183 | |
| 2014 | 183 | |
| 2013 | 193 | |
| 2012 | 183 | |
| 2011 | 183 | |
| 2010 | 183 | |
| 2009 | 183 | |
| 2008 | 183 | |
| 2007 | 183 | |
| 2006 | 183 |
Dev
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.1 KiB |
| Developing | |
|---|---|
| Developed |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.8257318 |
| Min length | 9 |
Characters and Unicode
| Total characters | 28868 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Developing |
|---|---|
| 2nd row | Developing |
| 3rd row | Developing |
| 4th row | Developing |
| 5th row | Developing |
Common Values
| Value | Count | Frequency (%) |
| Developing | 2426 | |
| Developed | 512 | 17.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| developing | 2426 | |
| developed | 512 | 17.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6388 | |
| D | 2938 | |
| v | 2938 | |
| l | 2938 | |
| o | 2938 | |
| p | 2938 | |
| i | 2426 | 8.4% |
| n | 2426 | 8.4% |
| g | 2426 | 8.4% |
| d | 512 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25930 | |
| Uppercase Letter | 2938 | 10.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6388 | |
| v | 2938 | |
| l | 2938 | |
| o | 2938 | |
| p | 2938 | |
| i | 2426 | 9.4% |
| n | 2426 | 9.4% |
| g | 2426 | 9.4% |
| d | 512 | 2.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 2938 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 28868 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6388 | |
| D | 2938 | |
| v | 2938 | |
| l | 2938 | |
| o | 2938 | |
| p | 2938 | |
| i | 2426 | 8.4% |
| n | 2426 | 8.4% |
| g | 2426 | 8.4% |
| d | 512 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 28868 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6388 | |
| D | 2938 | |
| v | 2938 | |
| l | 2938 | |
| o | 2938 | |
| p | 2938 | |
| i | 2426 | 8.4% |
| n | 2426 | 8.4% |
| g | 2426 | 8.4% |
| d | 512 | 1.8% |
L_Expec
Real number (ℝ)
| Distinct | 362 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 10 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.224932 |
| Minimum | 36.3 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 36.3 |
|---|---|
| 5-th percentile | 51.4 |
| Q1 | 63.1 |
| median | 72.1 |
| Q3 | 75.7 |
| 95-th percentile | 82 |
| Maximum | 89 |
| Range | 52.7 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 9.5238675 |
|---|---|
| Coefficient of variation (CV) | 0.13757858 |
| Kurtosis | -0.23447739 |
| Mean | 69.224932 |
| Median Absolute Deviation (MAD) | 5.8 |
| Skewness | -0.63860474 |
| Sum | 202690.6 |
| Variance | 90.704052 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 73 | 45 | 1.5% |
| 75 | 33 | 1.1% |
| 78 | 31 | 1.1% |
| 73.6 | 28 | 1.0% |
| 73.9 | 25 | 0.9% |
| 76 | 25 | 0.9% |
| 81 | 25 | 0.9% |
| 74.5 | 24 | 0.8% |
| 74.7 | 24 | 0.8% |
| 73.5 | 23 | 0.8% |
| Other values (352) | 2645 |
| Value | Count | Frequency (%) |
| 36.3 | 1 | |
| 39 | 1 | |
| 41 | 1 | |
| 41.5 | 1 | |
| 42.3 | 1 | |
| 43.1 | 1 | |
| 43.3 | 1 | |
| 43.5 | 1 | |
| 43.8 | 1 | |
| 44 | 1 |
| Value | Count | Frequency (%) |
| 89 | 11 | |
| 88 | 10 | |
| 87 | 9 | |
| 86 | 15 | |
| 85 | 12 | |
| 84 | 11 | |
| 83.7 | 1 | < 0.1% |
| 83.5 | 2 | 0.1% |
| 83.4 | 1 | < 0.1% |
| 83.3 | 1 | < 0.1% |
A_Mort
Real number (ℝ)
| Distinct | 425 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 10 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.79645 |
| Minimum | 1 |
|---|---|
| Maximum | 723 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 74 |
| median | 144 |
| Q3 | 228 |
| 95-th percentile | 398.3 |
| Maximum | 723 |
| Range | 722 |
| Interquartile range (IQR) | 154 |
Descriptive statistics
| Standard deviation | 124.29208 |
|---|---|
| Coefficient of variation (CV) | 0.75421576 |
| Kurtosis | 1.7488602 |
| Mean | 164.79645 |
| Median Absolute Deviation (MAD) | 76 |
| Skewness | 1.1743695 |
| Sum | 482524 |
| Variance | 15448.521 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 34 | 1.2% |
| 14 | 30 | 1.0% |
| 16 | 29 | 1.0% |
| 11 | 25 | 0.9% |
| 138 | 25 | 0.9% |
| 19 | 23 | 0.8% |
| 144 | 22 | 0.7% |
| 15 | 21 | 0.7% |
| 17 | 21 | 0.7% |
| 13 | 21 | 0.7% |
| Other values (415) | 2677 |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 2 | 8 | 0.3% |
| 3 | 6 | 0.2% |
| 4 | 4 | 0.1% |
| 5 | 2 | 0.1% |
| 6 | 13 | |
| 7 | 16 | |
| 8 | 13 | |
| 9 | 12 | |
| 11 | 25 |
| Value | Count | Frequency (%) |
| 723 | 1 | |
| 717 | 1 | |
| 715 | 1 | |
| 699 | 1 | |
| 693 | 1 | |
| 686 | 1 | |
| 682 | 1 | |
| 679 | 1 | |
| 675 | 1 | |
| 666 | 1 |
| Distinct | 209 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.303948 |
| Minimum | 0 |
|---|---|
| Maximum | 1800 |
| Zeros | 848 |
| Zeros (%) | 28.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 22 |
| 95-th percentile | 94.15 |
| Maximum | 1800 |
| Range | 1800 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 117.9265 |
|---|---|
| Coefficient of variation (CV) | 3.8914567 |
| Kurtosis | 116.04276 |
| Mean | 30.303948 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 9.786963 |
| Sum | 89033 |
| Variance | 13906.66 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 848 | |
| 1 | 342 | 11.6% |
| 2 | 203 | 6.9% |
| 3 | 175 | 6.0% |
| 4 | 96 | 3.3% |
| 8 | 57 | 1.9% |
| 7 | 53 | 1.8% |
| 9 | 48 | 1.6% |
| 10 | 48 | 1.6% |
| 6 | 46 | 1.6% |
| Other values (199) | 1022 |
| Value | Count | Frequency (%) |
| 0 | 848 | |
| 1 | 342 | |
| 2 | 203 | 6.9% |
| 3 | 175 | 6.0% |
| 4 | 96 | 3.3% |
| 5 | 44 | 1.5% |
| 6 | 46 | 1.6% |
| 7 | 53 | 1.8% |
| 8 | 57 | 1.9% |
| 9 | 48 | 1.6% |
| Value | Count | Frequency (%) |
| 1800 | 2 | |
| 1700 | 2 | |
| 1600 | 1 | |
| 1500 | 2 | |
| 1400 | 1 | |
| 1300 | 2 | |
| 1200 | 1 | |
| 1100 | 2 | |
| 1000 | 1 | |
| 957 | 1 |
| Distinct | 1076 |
|---|---|
| Distinct (%) | 39.2% |
| Missing | 194 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6028608 |
| Minimum | 0.01 |
|---|---|
| Maximum | 17.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.8775 |
| median | 3.755 |
| Q3 | 7.7025 |
| 95-th percentile | 11.96 |
| Maximum | 17.87 |
| Range | 17.86 |
| Interquartile range (IQR) | 6.825 |
Descriptive statistics
| Standard deviation | 4.0524127 |
|---|---|
| Coefficient of variation (CV) | 0.88041174 |
| Kurtosis | -0.80290922 |
| Mean | 4.6028608 |
| Median Absolute Deviation (MAD) | 3.245 |
| Skewness | 0.58956253 |
| Sum | 12630.25 |
| Variance | 16.422048 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01 | 288 | 9.8% |
| 0.03 | 15 | 0.5% |
| 0.04 | 13 | 0.4% |
| 0.02 | 12 | 0.4% |
| 0.09 | 12 | 0.4% |
| 0.21 | 10 | 0.3% |
| 0.06 | 10 | 0.3% |
| 1.18 | 10 | 0.3% |
| 0.05 | 9 | 0.3% |
| 0.49 | 9 | 0.3% |
| Other values (1066) | 2356 | |
| (Missing) | 194 | 6.6% |
| Value | Count | Frequency (%) |
| 0.01 | 288 | |
| 0.02 | 12 | 0.4% |
| 0.03 | 15 | 0.5% |
| 0.04 | 13 | 0.4% |
| 0.05 | 9 | 0.3% |
| 0.06 | 10 | 0.3% |
| 0.07 | 4 | 0.1% |
| 0.08 | 9 | 0.3% |
| 0.09 | 12 | 0.4% |
| 0.1 | 7 | 0.2% |
| Value | Count | Frequency (%) |
| 17.87 | 1 | |
| 17.31 | 1 | |
| 16.99 | 1 | |
| 16.58 | 1 | |
| 16.35 | 1 | |
| 15.52 | 1 | |
| 15.19 | 1 | |
| 15.14 | 1 | |
| 15.07 | 1 | |
| 15.04 | 2 |
| Distinct | 2328 |
|---|---|
| Distinct (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 738.2513 |
| Minimum | 0 |
|---|---|
| Maximum | 19479.912 |
| Zeros | 611 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.6853426 |
| median | 64.912906 |
| Q3 | 441.53414 |
| 95-th percentile | 4506.6385 |
| Maximum | 19479.912 |
| Range | 19479.912 |
| Interquartile range (IQR) | 436.8488 |
Descriptive statistics
| Standard deviation | 1987.9149 |
|---|---|
| Coefficient of variation (CV) | 2.6927347 |
| Kurtosis | 26.573387 |
| Mean | 738.2513 |
| Median Absolute Deviation (MAD) | 64.912906 |
| Skewness | 4.6520513 |
| Sum | 2168982.3 |
| Variance | 3951805.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 611 | 20.8% |
| 71.27962362 | 1 | < 0.1% |
| 3.304039899 | 1 | < 0.1% |
| 218.5716179 | 1 | < 0.1% |
| 36.81621175 | 1 | < 0.1% |
| 2.542436908 | 1 | < 0.1% |
| 2.092343893 | 1 | < 0.1% |
| 22.35595448 | 1 | < 0.1% |
| 15.25518816 | 1 | < 0.1% |
| 31.50243237 | 1 | < 0.1% |
| Other values (2318) | 2318 |
| Value | Count | Frequency (%) |
| 0 | 611 | |
| 0.09987219 | 1 | < 0.1% |
| 0.108055973 | 1 | < 0.1% |
| 0.27564826 | 1 | < 0.1% |
| 0.328418056 | 1 | < 0.1% |
| 0.358651421 | 1 | < 0.1% |
| 0.388253772 | 1 | < 0.1% |
| 0.397228764 | 1 | < 0.1% |
| 0.442802404 | 1 | < 0.1% |
| 0.5305728 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19479.91161 | 1 | |
| 19099.04506 | 1 | |
| 18961.3486 | 1 | |
| 18822.86732 | 1 | |
| 18379.32974 | 1 | |
| 17028.52798 | 1 | |
| 16255.16198 | 1 | |
| 15515.75234 | 1 | |
| 15345.4907 | 1 | |
| 15268.06445 | 1 |
| Distinct | 87 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 553 |
| Missing (%) | 18.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.940461 |
| Minimum | 1 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 77 |
| median | 92 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 25.070016 |
|---|---|
| Coefficient of variation (CV) | 0.30973403 |
| Kurtosis | 2.7702594 |
| Mean | 80.940461 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -1.9308451 |
| Sum | 193043 |
| Variance | 628.50568 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99 | 240 | 8.2% |
| 98 | 210 | 7.1% |
| 96 | 167 | 5.7% |
| 97 | 155 | 5.3% |
| 95 | 149 | 5.1% |
| 94 | 127 | 4.3% |
| 93 | 101 | 3.4% |
| 92 | 92 | 3.1% |
| 91 | 75 | 2.6% |
| 89 | 71 | 2.4% |
| Other values (77) | 998 | |
| (Missing) | 553 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 4 | 0.1% |
| 4 | 4 | 0.1% |
| 5 | 9 | 0.3% |
| 6 | 17 | 0.6% |
| 7 | 20 | 0.7% |
| 8 | 39 | |
| 9 | 65 | |
| 11 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99 | 240 | |
| 98 | 210 | |
| 97 | 155 | |
| 96 | 167 | |
| 95 | 149 | |
| 94 | 127 | |
| 93 | 101 | |
| 92 | 92 | 3.1% |
| 91 | 75 | 2.6% |
| 89 | 71 | 2.4% |
| Distinct | 958 |
|---|---|
| Distinct (%) | 32.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2419.5922 |
| Minimum | 0 |
|---|---|
| Maximum | 212183 |
| Zeros | 983 |
| Zeros (%) | 33.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 360.25 |
| 95-th percentile | 9985.55 |
| Maximum | 212183 |
| Range | 212183 |
| Interquartile range (IQR) | 360.25 |
Descriptive statistics
| Standard deviation | 11467.272 |
|---|---|
| Coefficient of variation (CV) | 4.7393409 |
| Kurtosis | 114.8599 |
| Mean | 2419.5922 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 9.4413319 |
| Sum | 7108762 |
| Variance | 1.3149834 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 983 | |
| 1 | 104 | 3.5% |
| 2 | 68 | 2.3% |
| 3 | 44 | 1.5% |
| 4 | 33 | 1.1% |
| 6 | 29 | 1.0% |
| 7 | 28 | 1.0% |
| 5 | 25 | 0.9% |
| 8 | 24 | 0.8% |
| 9 | 22 | 0.7% |
| Other values (948) | 1578 |
| Value | Count | Frequency (%) |
| 0 | 983 | |
| 1 | 104 | 3.5% |
| 2 | 68 | 2.3% |
| 3 | 44 | 1.5% |
| 4 | 33 | 1.1% |
| 5 | 25 | 0.9% |
| 6 | 29 | 1.0% |
| 7 | 28 | 1.0% |
| 8 | 24 | 0.8% |
| 9 | 22 | 0.7% |
| Value | Count | Frequency (%) |
| 212183 | 1 | |
| 182485 | 1 | |
| 168107 | 1 | |
| 141258 | 1 | |
| 133802 | 1 | |
| 131441 | 1 | |
| 124219 | 1 | |
| 118712 | 1 | |
| 110927 | 1 | |
| 109023 | 1 |
| Distinct | 608 |
|---|---|
| Distinct (%) | 20.9% |
| Missing | 34 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.321247 |
| Minimum | 1 |
|---|---|
| Maximum | 87.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 19.3 |
| median | 43.5 |
| Q3 | 56.2 |
| 95-th percentile | 64.785 |
| Maximum | 87.3 |
| Range | 86.3 |
| Interquartile range (IQR) | 36.9 |
Descriptive statistics
| Standard deviation | 20.044034 |
|---|---|
| Coefficient of variation (CV) | 0.52305275 |
| Kurtosis | -1.2910955 |
| Mean | 38.321247 |
| Median Absolute Deviation (MAD) | 16.3 |
| Skewness | -0.2193116 |
| Sum | 111284.9 |
| Variance | 401.76328 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58.5 | 18 | 0.6% |
| 55.8 | 16 | 0.5% |
| 57 | 16 | 0.5% |
| 54.2 | 15 | 0.5% |
| 59.9 | 15 | 0.5% |
| 59.3 | 14 | 0.5% |
| 52.8 | 13 | 0.4% |
| 55 | 13 | 0.4% |
| 59.4 | 13 | 0.4% |
| 56.5 | 13 | 0.4% |
| Other values (598) | 2758 | |
| (Missing) | 34 | 1.2% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 1.4 | 2 | 0.1% |
| 1.8 | 1 | < 0.1% |
| 1.9 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 2.1 | 11 | |
| 2.2 | 9 | |
| 2.3 | 6 | |
| 2.4 | 5 | |
| 2.5 | 8 |
| Value | Count | Frequency (%) |
| 87.3 | 1 | |
| 83.3 | 1 | |
| 82.8 | 1 | |
| 81.6 | 1 | |
| 79.3 | 1 | |
| 77.6 | 1 | |
| 77.3 | 1 | |
| 77.1 | 1 | |
| 76.7 | 1 | |
| 76.2 | 1 |
| Distinct | 252 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.035739 |
| Minimum | 0 |
|---|---|
| Maximum | 2500 |
| Zeros | 785 |
| Zeros (%) | 26.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 28 |
| 95-th percentile | 138 |
| Maximum | 2500 |
| Range | 2500 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 160.44555 |
|---|---|
| Coefficient of variation (CV) | 3.8168842 |
| Kurtosis | 109.7528 |
| Mean | 42.035739 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 9.4950647 |
| Sum | 123501 |
| Variance | 25742.774 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 785 | |
| 1 | 361 | 12.3% |
| 2 | 163 | 5.5% |
| 4 | 161 | 5.5% |
| 3 | 129 | 4.4% |
| 12 | 53 | 1.8% |
| 8 | 49 | 1.7% |
| 6 | 48 | 1.6% |
| 10 | 47 | 1.6% |
| 5 | 44 | 1.5% |
| Other values (242) | 1098 |
| Value | Count | Frequency (%) |
| 0 | 785 | |
| 1 | 361 | |
| 2 | 163 | 5.5% |
| 3 | 129 | 4.4% |
| 4 | 161 | 5.5% |
| 5 | 44 | 1.5% |
| 6 | 48 | 1.6% |
| 7 | 30 | 1.0% |
| 8 | 49 | 1.7% |
| 9 | 40 | 1.4% |
| Value | Count | Frequency (%) |
| 2500 | 1 | |
| 2400 | 1 | |
| 2300 | 1 | |
| 2200 | 1 | |
| 2100 | 1 | |
| 2000 | 2 | |
| 1900 | 1 | |
| 1800 | 1 | |
| 1700 | 1 | |
| 1600 | 1 |
Polio
Real number (ℝ)
| Distinct | 73 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 19 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.550188 |
| Minimum | 3 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 96 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 23.428046 |
|---|---|
| Coefficient of variation (CV) | 0.28380366 |
| Kurtosis | 3.7765098 |
| Mean | 82.550188 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.0980532 |
| Sum | 240964 |
| Variance | 548.87334 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99 | 376 | 12.8% |
| 98 | 255 | 8.7% |
| 96 | 207 | 7.0% |
| 97 | 205 | 7.0% |
| 95 | 180 | 6.1% |
| 94 | 159 | 5.4% |
| 93 | 120 | 4.1% |
| 92 | 96 | 3.3% |
| 91 | 88 | 3.0% |
| 9 | 71 | 2.4% |
| Other values (63) | 1162 |
| Value | Count | Frequency (%) |
| 3 | 7 | 0.2% |
| 4 | 11 | 0.4% |
| 5 | 8 | 0.3% |
| 6 | 11 | 0.4% |
| 7 | 24 | 0.8% |
| 8 | 40 | |
| 9 | 71 | |
| 17 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 24 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 99 | 376 | |
| 98 | 255 | |
| 97 | 205 | |
| 96 | 207 | |
| 95 | 180 | |
| 94 | 159 | |
| 93 | 120 | 4.1% |
| 92 | 96 | 3.3% |
| 91 | 88 | 3.0% |
| 89 | 56 | 1.9% |
| Distinct | 818 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 226 |
| Missing (%) | 7.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9381895 |
| Minimum | 0.37 |
|---|---|
| Maximum | 17.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0.37 |
|---|---|
| 5-th percentile | 1.93 |
| Q1 | 4.26 |
| median | 5.755 |
| Q3 | 7.4925 |
| 95-th percentile | 9.76 |
| Maximum | 17.6 |
| Range | 17.23 |
| Interquartile range (IQR) | 3.2325 |
Descriptive statistics
| Standard deviation | 2.4983197 |
|---|---|
| Coefficient of variation (CV) | 0.42072077 |
| Kurtosis | 1.1562705 |
| Mean | 5.9381895 |
| Median Absolute Deviation (MAD) | 1.59 |
| Skewness | 0.61868555 |
| Sum | 16104.37 |
| Variance | 6.2416012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.6 | 15 | 0.5% |
| 6.7 | 12 | 0.4% |
| 5.6 | 11 | 0.4% |
| 9.1 | 10 | 0.3% |
| 5.64 | 10 | 0.3% |
| 5.9 | 10 | 0.3% |
| 5.3 | 10 | 0.3% |
| 5.25 | 10 | 0.3% |
| 3.4 | 10 | 0.3% |
| 4.2 | 9 | 0.3% |
| Other values (808) | 2605 | |
| (Missing) | 226 | 7.7% |
| Value | Count | Frequency (%) |
| 0.37 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.74 | 1 | < 0.1% |
| 0.76 | 1 | < 0.1% |
| 0.92 | 1 | < 0.1% |
| 1.1 | 2 | |
| 1.12 | 3 | |
| 1.15 | 2 | |
| 1.17 | 2 | |
| 1.18 | 3 |
| Value | Count | Frequency (%) |
| 17.6 | 1 | |
| 17.24 | 1 | |
| 17.2 | 2 | |
| 17.14 | 1 | |
| 17 | 1 | |
| 16.9 | 1 | |
| 16.61 | 1 | |
| 16.2 | 1 | |
| 15.6 | 1 | |
| 15.57 | 1 |
Dipt
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 19 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.324084 |
| Minimum | 2 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 97 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 23.716912 |
|---|---|
| Coefficient of variation (CV) | 0.28809203 |
| Kurtosis | 3.558143 |
| Mean | 82.324084 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.0727529 |
| Sum | 240304 |
| Variance | 562.49192 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99 | 350 | 11.9% |
| 98 | 254 | 8.6% |
| 97 | 205 | 7.0% |
| 96 | 201 | 6.8% |
| 95 | 200 | 6.8% |
| 94 | 149 | 5.1% |
| 93 | 120 | 4.1% |
| 92 | 100 | 3.4% |
| 91 | 91 | 3.1% |
| 89 | 76 | 2.6% |
| Other values (71) | 1173 |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 4 | 0.1% |
| 4 | 12 | 0.4% |
| 5 | 10 | 0.3% |
| 6 | 16 | 0.5% |
| 7 | 21 | 0.7% |
| 8 | 39 | |
| 9 | 67 | |
| 16 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99 | 350 | |
| 98 | 254 | |
| 97 | 205 | |
| 96 | 201 | |
| 95 | 200 | |
| 94 | 149 | |
| 93 | 120 | 4.1% |
| 92 | 100 | 3.4% |
| 91 | 91 | 3.1% |
| 89 | 76 | 2.6% |
HIV
Real number (ℝ)
| Distinct | 200 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7421035 |
| Minimum | 0.1 |
|---|---|
| Maximum | 50.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.1 |
| Q3 | 0.8 |
| 95-th percentile | 8.515 |
| Maximum | 50.6 |
| Range | 50.5 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 5.0777845 |
|---|---|
| Coefficient of variation (CV) | 2.9147434 |
| Kurtosis | 34.892008 |
| Mean | 1.7421035 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.396112 |
| Sum | 5118.3 |
| Variance | 25.783896 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1 | 1781 | |
| 0.2 | 124 | 4.2% |
| 0.3 | 115 | 3.9% |
| 0.4 | 69 | 2.3% |
| 0.5 | 42 | 1.4% |
| 0.6 | 35 | 1.2% |
| 0.9 | 32 | 1.1% |
| 0.8 | 32 | 1.1% |
| 0.7 | 29 | 1.0% |
| 1.5 | 21 | 0.7% |
| Other values (190) | 658 | 22.4% |
| Value | Count | Frequency (%) |
| 0.1 | 1781 | |
| 0.2 | 124 | 4.2% |
| 0.3 | 115 | 3.9% |
| 0.4 | 69 | 2.3% |
| 0.5 | 42 | 1.4% |
| 0.6 | 35 | 1.2% |
| 0.7 | 29 | 1.0% |
| 0.8 | 32 | 1.1% |
| 0.9 | 32 | 1.1% |
| 1 | 12 | 0.4% |
| Value | Count | Frequency (%) |
| 50.6 | 1 | |
| 50.3 | 1 | |
| 49.9 | 1 | |
| 49.1 | 1 | |
| 48.8 | 1 | |
| 46.4 | 1 | |
| 43.7 | 1 | |
| 43.5 | 1 | |
| 42.1 | 1 | |
| 40.7 | 1 |
| Distinct | 2490 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 448 |
| Missing (%) | 15.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7483.1585 |
| Minimum | 1.68135 |
|---|---|
| Maximum | 119172.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 1.68135 |
|---|---|
| 5-th percentile | 68.050015 |
| Q1 | 463.93563 |
| median | 1766.9476 |
| Q3 | 5910.8063 |
| 95-th percentile | 41606.848 |
| Maximum | 119172.74 |
| Range | 119171.06 |
| Interquartile range (IQR) | 5446.8707 |
Descriptive statistics
| Standard deviation | 14270.169 |
|---|---|
| Coefficient of variation (CV) | 1.9069714 |
| Kurtosis | 12.333074 |
| Mean | 7483.1585 |
| Median Absolute Deviation (MAD) | 1592.4561 |
| Skewness | 3.2066549 |
| Sum | 18633065 |
| Variance | 2.0363773 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 584.25921 | 1 | < 0.1% |
| 354.8185998 | 1 | < 0.1% |
| 358.99731 | 1 | < 0.1% |
| 43.646498 | 1 | < 0.1% |
| 416.14838 | 1 | < 0.1% |
| 391.515524 | 1 | < 0.1% |
| 375.5819866 | 1 | < 0.1% |
| 348.151511 | 1 | < 0.1% |
| 341.2894618 | 1 | < 0.1% |
| 292.55962 | 1 | < 0.1% |
| Other values (2480) | 2480 | |
| (Missing) | 448 | 15.2% |
| Value | Count | Frequency (%) |
| 1.68135 | 1 | |
| 3.685949 | 1 | |
| 4.6135745 | 1 | |
| 5.6687264 | 1 | |
| 8.376432 | 1 | |
| 11.147277 | 1 | |
| 11.33678 | 1 | |
| 11.553196 | 1 | |
| 11.631377 | 1 | |
| 12.1789279 | 1 |
| Value | Count | Frequency (%) |
| 119172.7418 | 1 | |
| 115761.577 | 1 | |
| 114293.8433 | 1 | |
| 113751.85 | 1 | |
| 89739.7117 | 1 | |
| 88564.82298 | 1 | |
| 87998.44468 | 1 | |
| 87646.75346 | 1 | |
| 86852.7119 | 1 | |
| 85948.746 | 1 |
| Distinct | 2278 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 652 |
| Missing (%) | 22.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12753375 |
| Minimum | 34 |
|---|---|
| Maximum | 1.2938593 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 34 |
|---|---|
| 5-th percentile | 9617.5 |
| Q1 | 195793.25 |
| median | 1386542 |
| Q3 | 7420359 |
| 95-th percentile | 47554416 |
| Maximum | 1.2938593 × 109 |
| Range | 1.2938593 × 109 |
| Interquartile range (IQR) | 7224565.8 |
Descriptive statistics
| Standard deviation | 61012097 |
|---|---|
| Coefficient of variation (CV) | 4.7839961 |
| Kurtosis | 298.01027 |
| Mean | 12753375 |
| Median Absolute Deviation (MAD) | 1357309.5 |
| Skewness | 15.916236 |
| Sum | 2.9154216 × 1010 |
| Variance | 3.7224759 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 444 | 4 | 0.1% |
| 718239 | 2 | 0.1% |
| 1141 | 2 | 0.1% |
| 26868 | 2 | 0.1% |
| 127445 | 2 | 0.1% |
| 292 | 2 | 0.1% |
| 51448196 | 1 | < 0.1% |
| 12262 | 1 | < 0.1% |
| 15228525 | 1 | < 0.1% |
| 14668338 | 1 | < 0.1% |
| Other values (2268) | 2268 | |
| (Missing) | 652 | 22.2% |
| Value | Count | Frequency (%) |
| 34 | 1 | |
| 36 | 1 | |
| 41 | 1 | |
| 43 | 1 | |
| 123 | 1 | |
| 135 | 1 | |
| 146 | 1 | |
| 286 | 1 | |
| 292 | 2 | |
| 297 | 1 |
| Value | Count | Frequency (%) |
| 1293859294 | 1 | |
| 1179681239 | 1 | |
| 1161977719 | 1 | |
| 1144118674 | 1 | |
| 1126135777 | 1 | |
| 258162113 | 1 | |
| 255131116 | 1 | |
| 248883232 | 1 | |
| 242524123 | 1 | |
| 236159276 | 1 |
| Distinct | 200 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 34 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8397039 |
| Minimum | 0.1 |
|---|---|
| Maximum | 27.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.6 |
| median | 3.3 |
| Q3 | 7.2 |
| 95-th percentile | 13.8 |
| Maximum | 27.7 |
| Range | 27.6 |
| Interquartile range (IQR) | 5.6 |
Descriptive statistics
| Standard deviation | 4.4201949 |
|---|---|
| Coefficient of variation (CV) | 0.9133193 |
| Kurtosis | 3.9704387 |
| Mean | 4.8397039 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 1.7114711 |
| Sum | 14054.5 |
| Variance | 19.538123 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 74 | 2.5% |
| 1.9 | 65 | 2.2% |
| 0.8 | 64 | 2.2% |
| 0.7 | 63 | 2.1% |
| 1.2 | 62 | 2.1% |
| 2.1 | 61 | 2.1% |
| 1.5 | 60 | 2.0% |
| 2.2 | 58 | 2.0% |
| 0.9 | 57 | 1.9% |
| 2 | 57 | 1.9% |
| Other values (190) | 2283 |
| Value | Count | Frequency (%) |
| 0.1 | 28 | 1.0% |
| 0.2 | 40 | |
| 0.3 | 32 | |
| 0.4 | 5 | 0.2% |
| 0.5 | 35 | |
| 0.6 | 41 | |
| 0.7 | 63 | |
| 0.8 | 64 | |
| 0.9 | 57 | |
| 1 | 74 |
| Value | Count | Frequency (%) |
| 27.7 | 1 | < 0.1% |
| 27.5 | 1 | < 0.1% |
| 27.4 | 1 | < 0.1% |
| 27.3 | 1 | < 0.1% |
| 27.2 | 2 | |
| 27.1 | 2 | |
| 27 | 3 | |
| 26.9 | 2 | |
| 26.8 | 2 | |
| 26.7 | 1 | < 0.1% |
| Distinct | 207 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 34 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8703168 |
| Minimum | 0.1 |
|---|---|
| Maximum | 28.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.5 |
| median | 3.3 |
| Q3 | 7.2 |
| 95-th percentile | 13.8 |
| Maximum | 28.6 |
| Range | 28.5 |
| Interquartile range (IQR) | 5.7 |
Descriptive statistics
| Standard deviation | 4.5088821 |
|---|---|
| Coefficient of variation (CV) | 0.92578825 |
| Kurtosis | 4.3587303 |
| Mean | 4.8703168 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 1.777424 |
| Sum | 14143.4 |
| Variance | 20.330018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 69 | 2.3% |
| 1.1 | 67 | 2.3% |
| 0.5 | 63 | 2.1% |
| 1.9 | 63 | 2.1% |
| 1 | 62 | 2.1% |
| 2.1 | 61 | 2.1% |
| 1.3 | 59 | 2.0% |
| 1.5 | 57 | 1.9% |
| 1.7 | 55 | 1.9% |
| 0.6 | 54 | 1.8% |
| Other values (197) | 2294 |
| Value | Count | Frequency (%) |
| 0.1 | 37 | |
| 0.2 | 45 | |
| 0.3 | 25 | 0.9% |
| 0.4 | 17 | 0.6% |
| 0.5 | 63 | |
| 0.6 | 54 | |
| 0.7 | 46 | |
| 0.8 | 36 | |
| 0.9 | 69 | |
| 1 | 62 |
| Value | Count | Frequency (%) |
| 28.6 | 1 | |
| 28.5 | 1 | |
| 28.4 | 1 | |
| 28.3 | 1 | |
| 28.2 | 1 | |
| 28.1 | 1 | |
| 28 | 2 | |
| 27.9 | 1 | |
| 27.8 | 2 | |
| 27.7 | 1 |
| Distinct | 625 |
|---|---|
| Distinct (%) | 22.6% |
| Missing | 167 |
| Missing (%) | 5.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62755106 |
| Minimum | 0 |
|---|---|
| Maximum | 0.948 |
| Zeros | 130 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.277 |
| Q1 | 0.493 |
| median | 0.677 |
| Q3 | 0.779 |
| 95-th percentile | 0.892 |
| Maximum | 0.948 |
| Range | 0.948 |
| Interquartile range (IQR) | 0.286 |
Descriptive statistics
| Standard deviation | 0.21090356 |
|---|---|
| Coefficient of variation (CV) | 0.33607393 |
| Kurtosis | 1.3928142 |
| Mean | 0.62755106 |
| Median Absolute Deviation (MAD) | 0.127 |
| Skewness | -1.1437627 |
| Sum | 1738.944 |
| Variance | 0.04448031 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 130 | 4.4% |
| 0.7 | 17 | 0.6% |
| 0.739 | 13 | 0.4% |
| 0.714 | 12 | 0.4% |
| 0.636 | 12 | 0.4% |
| 0.737 | 11 | 0.4% |
| 0.734 | 11 | 0.4% |
| 0.797 | 11 | 0.4% |
| 0.86 | 11 | 0.4% |
| 0.703 | 11 | 0.4% |
| Other values (615) | 2532 | |
| (Missing) | 167 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 130 | |
| 0.253 | 1 | < 0.1% |
| 0.255 | 1 | < 0.1% |
| 0.261 | 1 | < 0.1% |
| 0.266 | 1 | < 0.1% |
| 0.268 | 3 | 0.1% |
| 0.27 | 1 | < 0.1% |
| 0.276 | 1 | < 0.1% |
| 0.278 | 1 | < 0.1% |
| 0.279 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.948 | 1 | < 0.1% |
| 0.945 | 1 | < 0.1% |
| 0.942 | 1 | < 0.1% |
| 0.941 | 1 | < 0.1% |
| 0.939 | 1 | < 0.1% |
| 0.938 | 1 | < 0.1% |
| 0.937 | 1 | < 0.1% |
| 0.936 | 5 | |
| 0.934 | 2 | 0.1% |
| 0.933 | 1 | < 0.1% |
| Distinct | 173 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 163 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.992793 |
| Minimum | 0 |
|---|---|
| Maximum | 20.7 |
| Zeros | 28 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.8 |
| Q1 | 10.1 |
| median | 12.3 |
| Q3 | 14.3 |
| 95-th percentile | 16.8 |
| Maximum | 20.7 |
| Range | 20.7 |
| Interquartile range (IQR) | 4.2 |
Descriptive statistics
| Standard deviation | 3.3589197 |
|---|---|
| Coefficient of variation (CV) | 0.28007819 |
| Kurtosis | 0.88615127 |
| Mean | 11.992793 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | -0.60243654 |
| Sum | 33280 |
| Variance | 11.282342 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12.9 | 58 | 2.0% |
| 13.3 | 52 | 1.8% |
| 12.5 | 49 | 1.7% |
| 12.8 | 46 | 1.6% |
| 12.3 | 44 | 1.5% |
| 12.6 | 43 | 1.5% |
| 12.4 | 42 | 1.4% |
| 10.7 | 41 | 1.4% |
| 11.9 | 41 | 1.4% |
| 12.7 | 40 | 1.4% |
| Other values (163) | 2319 | |
| (Missing) | 163 | 5.5% |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 2.8 | 1 | < 0.1% |
| 2.9 | 4 | 0.1% |
| 3 | 1 | < 0.1% |
| 3.1 | 1 | < 0.1% |
| 3.3 | 1 | < 0.1% |
| 3.4 | 1 | < 0.1% |
| 3.5 | 3 | 0.1% |
| 3.6 | 1 | < 0.1% |
| 3.7 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 20.7 | 1 | < 0.1% |
| 20.6 | 1 | < 0.1% |
| 20.5 | 1 | < 0.1% |
| 20.4 | 3 | |
| 20.3 | 4 | |
| 20.1 | 2 | |
| 19.8 | 1 | < 0.1% |
| 19.7 | 1 | < 0.1% |
| 19.5 | 3 | |
| 19.3 | 2 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Cty | Yr | Dev | L_Expec | A_Mort | Inf_D | Alc | Per_Expen | HepB | Mes | BMI | lt5y_D | Polio | T_Expen | Dipt | HIV | GDP | Pop | Th_1-19y | Th_5-9y | Income | Ed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | 2015 | Developing | 65.0 | 263.0 | 62 | 0.01 | 71.279624 | 65.0 | 1154 | 19.1 | 83 | 6.0 | 8.16 | 65.0 | 0.1 | 584.259210 | 33736494.0 | 17.2 | 17.3 | 0.479 | 10.1 |
| 1 | Afghanistan | 2014 | Developing | 59.9 | 271.0 | 64 | 0.01 | 73.523582 | 62.0 | 492 | 18.6 | 86 | 58.0 | 8.18 | 62.0 | 0.1 | 612.696514 | 327582.0 | 17.5 | 17.5 | 0.476 | 10.0 |
| 2 | Afghanistan | 2013 | Developing | 59.9 | 268.0 | 66 | 0.01 | 73.219243 | 64.0 | 430 | 18.1 | 89 | 62.0 | 8.13 | 64.0 | 0.1 | 631.744976 | 31731688.0 | 17.7 | 17.7 | 0.470 | 9.9 |
| 3 | Afghanistan | 2012 | Developing | 59.5 | 272.0 | 69 | 0.01 | 78.184215 | 67.0 | 2787 | 17.6 | 93 | 67.0 | 8.52 | 67.0 | 0.1 | 669.959000 | 3696958.0 | 17.9 | 18.0 | 0.463 | 9.8 |
| 4 | Afghanistan | 2011 | Developing | 59.2 | 275.0 | 71 | 0.01 | 7.097109 | 68.0 | 3013 | 17.2 | 97 | 68.0 | 7.87 | 68.0 | 0.1 | 63.537231 | 2978599.0 | 18.2 | 18.2 | 0.454 | 9.5 |
| 5 | Afghanistan | 2010 | Developing | 58.8 | 279.0 | 74 | 0.01 | 79.679367 | 66.0 | 1989 | 16.7 | 102 | 66.0 | 9.20 | 66.0 | 0.1 | 553.328940 | 2883167.0 | 18.4 | 18.4 | 0.448 | 9.2 |
| 6 | Afghanistan | 2009 | Developing | 58.6 | 281.0 | 77 | 0.01 | 56.762217 | 63.0 | 2861 | 16.2 | 106 | 63.0 | 9.42 | 63.0 | 0.1 | 445.893298 | 284331.0 | 18.6 | 18.7 | 0.434 | 8.9 |
| 7 | Afghanistan | 2008 | Developing | 58.1 | 287.0 | 80 | 0.03 | 25.873925 | 64.0 | 1599 | 15.7 | 110 | 64.0 | 8.33 | 64.0 | 0.1 | 373.361116 | 2729431.0 | 18.8 | 18.9 | 0.433 | 8.7 |
| 8 | Afghanistan | 2007 | Developing | 57.5 | 295.0 | 82 | 0.02 | 10.910156 | 63.0 | 1141 | 15.2 | 113 | 63.0 | 6.73 | 63.0 | 0.1 | 369.835796 | 26616792.0 | 19.0 | 19.1 | 0.415 | 8.4 |
| 9 | Afghanistan | 2006 | Developing | 57.3 | 295.0 | 84 | 0.03 | 17.171518 | 64.0 | 1990 | 14.7 | 116 | 58.0 | 7.43 | 58.0 | 0.1 | 272.563770 | 2589345.0 | 19.2 | 19.3 | 0.405 | 8.1 |
| Cty | Yr | Dev | L_Expec | A_Mort | Inf_D | Alc | Per_Expen | HepB | Mes | BMI | lt5y_D | Polio | T_Expen | Dipt | HIV | GDP | Pop | Th_1-19y | Th_5-9y | Income | Ed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2928 | Zimbabwe | 2009 | Developing | 50.0 | 587.0 | 30 | 4.64 | 1.040021 | 73.0 | 853 | 29.0 | 45 | 69.0 | 6.26 | 73.0 | 18.1 | 65.824121 | 1381599.0 | 7.5 | 7.4 | 0.419 | 9.9 |
| 2929 | Zimbabwe | 2008 | Developing | 48.2 | 632.0 | 30 | 3.56 | 20.843429 | 75.0 | 0 | 28.6 | 46 | 75.0 | 4.96 | 75.0 | 20.5 | 325.678573 | 13558469.0 | 7.8 | 7.8 | 0.421 | 9.7 |
| 2930 | Zimbabwe | 2007 | Developing | 46.6 | 67.0 | 29 | 3.88 | 29.814566 | 72.0 | 242 | 28.2 | 46 | 73.0 | 4.47 | 73.0 | 23.7 | 396.998217 | 1332999.0 | 8.2 | 8.2 | 0.414 | 9.6 |
| 2931 | Zimbabwe | 2006 | Developing | 45.4 | 7.0 | 28 | 4.57 | 34.262169 | 68.0 | 212 | 27.9 | 45 | 71.0 | 5.12 | 7.0 | 26.8 | 414.796232 | 13124267.0 | 8.6 | 8.6 | 0.408 | 9.5 |
| 2932 | Zimbabwe | 2005 | Developing | 44.6 | 717.0 | 28 | 4.14 | 8.717409 | 65.0 | 420 | 27.5 | 43 | 69.0 | 6.44 | 68.0 | 30.3 | 444.765750 | 129432.0 | 9.0 | 9.0 | 0.406 | 9.3 |
| 2933 | Zimbabwe | 2004 | Developing | 44.3 | 723.0 | 27 | 4.36 | 0.000000 | 68.0 | 31 | 27.1 | 42 | 67.0 | 7.13 | 65.0 | 33.6 | 454.366654 | 12777511.0 | 9.4 | 9.4 | 0.407 | 9.2 |
| 2934 | Zimbabwe | 2003 | Developing | 44.5 | 715.0 | 26 | 4.06 | 0.000000 | 7.0 | 998 | 26.7 | 41 | 7.0 | 6.52 | 68.0 | 36.7 | 453.351155 | 12633897.0 | 9.8 | 9.9 | 0.418 | 9.5 |
| 2935 | Zimbabwe | 2002 | Developing | 44.8 | 73.0 | 25 | 4.43 | 0.000000 | 73.0 | 304 | 26.3 | 40 | 73.0 | 6.53 | 71.0 | 39.8 | 57.348340 | 125525.0 | 1.2 | 1.3 | 0.427 | 10.0 |
| 2936 | Zimbabwe | 2001 | Developing | 45.3 | 686.0 | 25 | 1.72 | 0.000000 | 76.0 | 529 | 25.9 | 39 | 76.0 | 6.16 | 75.0 | 42.1 | 548.587312 | 12366165.0 | 1.6 | 1.7 | 0.427 | 9.8 |
| 2937 | Zimbabwe | 2000 | Developing | 46.0 | 665.0 | 24 | 1.68 | 0.000000 | 79.0 | 1483 | 25.5 | 39 | 78.0 | 7.10 | 78.0 | 43.5 | 547.358878 | 12222251.0 | 11.0 | 11.2 | 0.434 | 9.8 |